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Mirjana Ivanović

Researcher at University of Novi Sad

Publications -  357
Citations -  5286

Mirjana Ivanović is an academic researcher from University of Novi Sad. The author has contributed to research in topics: Computer science & Software agent. The author has an hindex of 29, co-authored 335 publications receiving 4485 citations. Previous affiliations of Mirjana Ivanović include Griffith University.

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Journal Article

Hubs in Space: Popular Nearest Neighbors in High-Dimensional Data

TL;DR: This paper explores a new aspect of the dimensionality curse, referred to as hubness, that affects the distribution of k-occurrences: the number of times a point appears among the k nearest neighbors of other points in a data set, which becomes considerably skewed as dimensionality increases.
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E-Learning personalization based on hybrid recommendation strategy and learning style identification

TL;DR: A recommendation module of a programming tutoring system - Protus, which can automatically adapt to the interests and knowledge levels of learners, is described, which shows suitability of using this recommendation model, in order to suggest online learning activities to learners based on their learning style, knowledge and preferences.
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Reverse Nearest Neighbors in Unsupervised Distance-Based Outlier Detection

TL;DR: Evidence is provided supporting the opinion that such a view is too simple, by demonstrating that distance-based methods can produce more contrasting outlier scores in high-dimensional settings, and novel insight is offered into the usefulness of reverse neighbor counts in unsupervised outlier detection.
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Social tagging in recommender systems: a survey of the state-of-the-art and possible extensions

TL;DR: An overview of the field of social tagging systems which can be used for extending the capabilities of recommender systems is presented and various limitations of the current generation of social tagged systems and possible extensions that can provide better recommendation capabilities are considered.
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Agent-based Internet of Things: State-of-the-art and research challenges

TL;DR: This survey, an extension of the previous work, reports most relevant contemporary contributions in the field, aiming at assessing suitability of the ABC paradigm for the (current and future) IoT development.